Overview
Dataset statistics
| Number of variables | 26 |
|---|---|
| Number of observations | 998 |
| Missing cells | 230 |
| Missing cells (%) | 0.9% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 396.7 KiB |
| Average record size in memory | 407.0 B |
Variable types
| Categorical | 8 |
|---|---|
| Numeric | 16 |
| DateTime | 1 |
| Boolean | 1 |
Dataset
| Description | Quality-verified clinical data for JHB_DPHRU_053 |
|---|---|
| Creator | HEAT Research Programme |
| Author | RP2 Clinical Data Team |
| URL | https://github.com/Logic06183/RP2_dataoverview |
Variable descriptions
| study_source | Study identifier |
|---|---|
| Age (at enrolment) | Patient age at study enrollment |
| Sex | Biological sex |
| Race | Racial/ethnic group |
| enrollment_date | Date of study enrollment |
| visit_date | Date of clinic visit |
| primary_date | Primary reference date |
| study_arm | Study treatment arm |
| study_visit | Study visit number |
| Antiretroviral Therapy Status | Current ART status |
| BMI (kg/m²) | Body Mass Index |
| weight_kg | Body weight in kilograms |
| height_m | Height in meters |
| Waist circumference (cm) | Waist circumference in centimeters |
| hip_circumference_cm | Hip circumference in centimeters |
| waist_hip_ratio | Waist-to-hip ratio |
| systolic_bp_mmHg | Systolic blood pressure |
| diastolic_bp_mmHg | Diastolic blood pressure |
| heart_rate_bpm | Heart rate in beats per minute |
| Respiratory rate (breaths/min) | Respiratory rate |
| Oxygen saturation (%) | Oxygen saturation |
| body_temperature_celsius | Body temperature in Celsius |
| CD4 cell count (cells/µL) | CD4+ T lymphocyte count |
| HIV viral load (copies/mL) | HIV RNA copies per mL |
| cd4_percent | CD4+ percentage |
| cd8_count_cells_uL | CD8+ T lymphocyte count |
| cd4_cd8_ratio | CD4/CD8 ratio |
| Hematocrit (%) | Hematocrit |
| hemoglobin_g_dL | Hemoglobin concentration |
| White blood cell count (×10³/µL) | Total WBC count |
| Red blood cell count (×10⁶/µL) | Total RBC count |
| Platelet count (×10³/µL) | Platelet count |
| MCV (MEAN CELL VOLUME) | Mean corpuscular volume |
| mch_pg | Mean corpuscular hemoglobin |
| mchc_g_dL | Mean corpuscular hemoglobin concentration |
| RDW | Red cell distribution width |
| Lymphocyte count (×10⁹/L) | Lymphocyte absolute count |
| Neutrophil count (×10⁹/L) | Neutrophil absolute count |
| Monocyte count (×10⁹/L) | Monocyte absolute count |
| Eosinophil count (×10⁹/L) | Eosinophil absolute count |
| Basophil count (×10⁹/L) | Basophil absolute count |
| lymphocyte_percent | Lymphocyte percentage |
| neutrophil_percent | Neutrophil percentage |
| monocyte_percent | Monocyte percentage |
| eosinophil_percent | Eosinophil percentage |
| basophil_percent | Basophil percentage |
| ALT (U/L) | Alanine aminotransferase |
| AST (U/L) | Aspartate aminotransferase |
| Alkaline phosphatase (U/L) | Alkaline phosphatase |
| Total bilirubin (mg/dL) | Total bilirubin |
| direct_bilirubin_mg_dL | Direct bilirubin |
| indirect_bilirubin_mg_dL | Indirect bilirubin |
| Albumin (g/dL) | Serum albumin |
| Total protein (g/dL) | Total serum protein |
| ggt_u_L | Gamma-glutamyl transferase |
| creatinine_umol_L | Serum creatinine (µmol/L) |
| creatinine_mg_dL | Serum creatinine (mg/dL) |
| creatinine clearance | Estimated creatinine clearance |
| bun_mg_dL | Blood urea nitrogen |
| urea_mmol_L | Serum urea |
| egfr_ml_min | Estimated glomerular filtration rate |
| Sodium (mEq/L) | Serum sodium |
| Potassium (mEq/L) | Serum potassium |
| chloride_mEq_L | Serum chloride |
| bicarbonate_mEq_L | Serum bicarbonate |
| calcium_mg_dL | Serum calcium |
| magnesium_mg_dL | Serum magnesium |
| phosphate_mg_dL | Serum phosphate |
| total_cholesterol_mg_dL | Total cholesterol |
| hdl_cholesterol_mg_dL | HDL cholesterol |
| ldl_cholesterol_mg_dL | LDL cholesterol |
| Triglycerides (mg/dL) | Triglycerides |
| vldl_cholesterol_mg_dL | VLDL cholesterol |
| cholesterol_hdl_ratio | Total cholesterol/HDL ratio |
| fasting_glucose_mmol_L | Fasting blood glucose (mmol/L) |
| glucose_mg_dL | Blood glucose (mg/dL) |
| hba1c_percent | Glycated hemoglobin |
| insulin_uIU_mL | Serum insulin |
| lactate_mmol_L | Blood lactate |
| crp_mg_L | C-reactive protein |
| esr_mm_hr | Erythrocyte sedimentation rate |
| pt_seconds | Prothrombin time |
| inr | International normalized ratio |
| aptt_seconds | Activated partial thromboplastin time |
| uric_acid_mg_dL | Serum uric acid |
| ldh_u_L | Lactate dehydrogenase |
| ck_u_L | Creatine kinase |
| amylase_u_L | Serum amylase |
| lipase_u_L | Serum lipase |
| climate_daily_mean_temp | Daily mean temperature |
| climate_daily_max_temp | Daily maximum temperature |
| climate_daily_min_temp | Daily minimum temperature |
| climate_temp_anomaly | Temperature anomaly from baseline |
| climate_heat_day_p90 | Heat day indicator (>90th percentile) |
| climate_heat_day_p95 | Heat day indicator (>95th percentile) |
| climate_heat_stress_index | Heat stress index |
| climate_humidity | Relative humidity |
| climate_precipitation | Precipitation |
| climate_season | Season |
| cd4_correction_applied | Quality flag: CD4 corrections applied |
| final_comprehensive_fix_applied | Quality flag: Comprehensive corrections applied |
| waist_circ_unit_correction_applied | Quality flag: Waist circumference unit corrected |
| sa_biomarker_standards | South African biomarker reference standards applied |
study_source has constant value "JHB_DPHRU_053" | Constant |
cd4_correction_applied has constant value "0.0" | Constant |
final_comprehensive_fix_applied has constant value "1.0" | Constant |
waist_circ_unit_correction_applied has constant value "False" | Constant |
sa_biomarker_standards has constant value "1.0" | Constant |
climate_heat_day_p90 has constant value "0.0" | Constant |
climate_heat_day_p95 has constant value "0.0" | Constant |
BMI (kg/m²) is highly overall correlated with Sex and 1 other fields | High correlation |
Sex is highly overall correlated with BMI (kg/m²) and 1 other fields | High correlation |
climate_daily_max_temp is highly overall correlated with climate_daily_mean_temp and 3 other fields | High correlation |
climate_daily_mean_temp is highly overall correlated with climate_daily_max_temp and 3 other fields | High correlation |
climate_daily_min_temp is highly overall correlated with climate_daily_max_temp and 2 other fields | High correlation |
climate_heat_stress_index is highly overall correlated with climate_daily_max_temp and 2 other fields | High correlation |
climate_season is highly overall correlated with climate_daily_max_temp and 4 other fields | High correlation |
climate_temp_anomaly is highly overall correlated with climate_season | High correlation |
diastolic_bp_mmHg is highly overall correlated with systolic_bp_mmHg | High correlation |
height_m is highly overall correlated with Sex | High correlation |
systolic_bp_mmHg is highly overall correlated with diastolic_bp_mmHg | High correlation |
weight_kg is highly overall correlated with BMI (kg/m²) | High correlation |
Albumin (g/dL) has 56 (5.6%) missing values | Missing |
Total protein (g/dL) has 69 (6.9%) missing values | Missing |
total_cholesterol_mg_dL has 26 (2.6%) missing values | Missing |
Triglycerides (mg/dL) has 26 (2.6%) missing values | Missing |
fasting_glucose_mmol_L has 24 (2.4%) missing values | Missing |
Reproduction
| Analysis started | 2025-11-25 05:10:23.876258 |
|---|---|
| Analysis finished | 2025-11-25 05:10:33.609550 |
| Duration | 9.73 seconds |
| Software version | ydata-profiling vv4.18.0 |
| Download configuration | config.json |
Variables
| Distinct | 1 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 68.2 KiB |
| JHB_DPHRU_053 |
|---|
Length
| Max length | 13 |
|---|---|
| Median length | 13 |
| Mean length | 13 |
| Min length | 13 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | JHB_DPHRU_053 |
|---|---|
| 2nd row | JHB_DPHRU_053 |
| 3rd row | JHB_DPHRU_053 |
| 4th row | JHB_DPHRU_053 |
| 5th row | JHB_DPHRU_053 |
Common Values
| Value | Count | Frequency (%) |
| JHB_DPHRU_053 | 998 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| jhb_dphru_053 | 998 |
Most occurring characters
| Value | Count | Frequency (%) |
| H | 1996 | |
| _ | 1996 | |
| J | 998 | |
| B | 998 | |
| D | 998 | |
| P | 998 | |
| R | 998 | |
| U | 998 | |
| 0 | 998 | |
| 5 | 998 |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 7984 | |
| Decimal Number | 2994 | 23.1% |
| Connector Punctuation | 1996 | 15.4% |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| H | 1996 | |
| J | 998 | |
| B | 998 | |
| D | 998 | |
| P | 998 | |
| R | 998 | |
| U | 998 |
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 998 | |
| 5 | 998 | |
| 3 | 998 |
Connector Punctuation
| Value | Count | Frequency (%) |
| _ | 1996 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 7984 | |
| Common | 4990 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| H | 1996 | |
| J | 998 | |
| B | 998 | |
| D | 998 | |
| P | 998 | |
| R | 998 | |
| U | 998 |
Common
| Value | Count | Frequency (%) |
| _ | 1996 | |
| 0 | 998 | |
| 5 | 998 | |
| 3 | 998 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 12974 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| H | 1996 | |
| _ | 1996 | |
| J | 998 | |
| B | 998 | |
| D | 998 | |
| P | 998 | |
| R | 998 | |
| U | 998 | |
| 0 | 998 | |
| 5 | 998 |
Age (at enrolment)
Real number (ℝ)
Patient age at study enrollment
| Distinct | 29 |
|---|---|
| Distinct (%) | 2.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 53.599198 |
| Minimum | 41 |
|---|---|
| Maximum | 71 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 15.6 KiB |
Quantile statistics
| Minimum | 41 |
|---|---|
| 5-th percentile | 44 |
| Q1 | 49 |
| median | 53 |
| Q3 | 59 |
| 95-th percentile | 63 |
| Maximum | 71 |
| Range | 30 |
| Interquartile range (IQR) | 10 |
Descriptive statistics
| Standard deviation | 5.9694709 |
|---|---|
| Coefficient of variation (CV) | 0.11137239 |
| Kurtosis | -0.97067221 |
| Mean | 53.599198 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | 0.064769631 |
| Sum | 53492 |
| Variance | 35.634583 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=29)
| Value | Count | Frequency (%) |
| 53 | 63 | 6.3% |
| 55 | 61 | 6.1% |
| 48 | 57 | 5.7% |
| 62 | 56 | 5.6% |
| 49 | 55 | 5.5% |
| 50 | 52 | 5.2% |
| 52 | 52 | 5.2% |
| 47 | 50 | 5.0% |
| 54 | 46 | 4.6% |
| 60 | 46 | 4.6% |
| Other values (19) | 460 |
| Value | Count | Frequency (%) |
| 41 | 4 | 0.4% |
| 42 | 4 | 0.4% |
| 43 | 18 | 1.8% |
| 44 | 30 | |
| 45 | 39 | |
| 46 | 39 | |
| 47 | 50 | |
| 48 | 57 | |
| 49 | 55 | |
| 50 | 52 |
| Value | Count | Frequency (%) |
| 71 | 1 | 0.1% |
| 68 | 1 | 0.1% |
| 67 | 1 | 0.1% |
| 66 | 3 | 0.3% |
| 65 | 8 | 0.8% |
| 64 | 16 | 1.6% |
| 63 | 36 | |
| 62 | 56 | |
| 61 | 40 | |
| 60 | 46 |
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 60.4 KiB |
| Male | |
|---|---|
| Female |
Length
| Max length | 6 |
|---|---|
| Median length | 4 |
| Mean length | 4.995992 |
| Min length | 4 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Female |
|---|---|
| 2nd row | Female |
| 3rd row | Female |
| 4th row | Female |
| 5th row | Female |
Common Values
| Value | Count | Frequency (%) |
| Male | 501 | |
| Female | 497 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| male | 501 | |
| female | 497 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 1495 | |
| a | 998 | |
| l | 998 | |
| M | 501 | 10.0% |
| F | 497 | 10.0% |
| m | 497 | 10.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 3988 | |
| Uppercase Letter | 998 | 20.0% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 1495 | |
| a | 998 | |
| l | 998 | |
| m | 497 | 12.5% |
Uppercase Letter
| Value | Count | Frequency (%) |
| M | 501 | |
| F | 497 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 4986 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 1495 | |
| a | 998 | |
| l | 998 | |
| M | 501 | 10.0% |
| F | 497 | 10.0% |
| m | 497 | 10.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 4986 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 1495 | |
| a | 998 | |
| l | 998 | |
| M | 501 | 10.0% |
| F | 497 | 10.0% |
| m | 497 | 10.0% |
primary_date
Date
Primary reference date
| Distinct | 301 |
|---|---|
| Distinct (%) | 30.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 15.6 KiB |
| Minimum | 2017-01-23 00:00:00 |
|---|---|
| Maximum | 2018-07-24 00:00:00 |
| Invalid dates | 0 |
| Invalid dates (%) | 0.0% |
Histogram with fixed size bins (bins=50)
| Distinct | 816 |
|---|---|
| Distinct (%) | 82.2% |
| Missing | 5 |
| Missing (%) | 0.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 29.560846 |
| Minimum | 15.24 |
|---|---|
| Maximum | 65.89 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 15.6 KiB |
Quantile statistics
| Minimum | 15.24 |
|---|---|
| 5-th percentile | 18.286 |
| Q1 | 23.53 |
| median | 29.07 |
| Q3 | 34.52 |
| 95-th percentile | 42.696 |
| Maximum | 65.89 |
| Range | 50.65 |
| Interquartile range (IQR) | 10.99 |
Descriptive statistics
| Standard deviation | 7.7932914 |
|---|---|
| Coefficient of variation (CV) | 0.2636356 |
| Kurtosis | 0.67413325 |
| Mean | 29.560846 |
| Median Absolute Deviation (MAD) | 5.49 |
| Skewness | 0.63362711 |
| Sum | 29353.92 |
| Variance | 60.735391 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 32.47 | 3 | 0.3% |
| 34.76 | 3 | 0.3% |
| 31.26 | 3 | 0.3% |
| 32.57 | 3 | 0.3% |
| 30.94 | 3 | 0.3% |
| 26.96 | 3 | 0.3% |
| 28.55 | 3 | 0.3% |
| 27.85 | 3 | 0.3% |
| 30.5 | 3 | 0.3% |
| 37.2 | 3 | 0.3% |
| Other values (806) | 963 | |
| (Missing) | 5 | 0.5% |
| Value | Count | Frequency (%) |
| 15.24 | 1 | |
| 15.3 | 1 | |
| 15.39 | 1 | |
| 15.46 | 1 | |
| 15.69 | 1 | |
| 15.85 | 1 | |
| 15.93 | 1 | |
| 16.14 | 1 | |
| 16.21 | 1 | |
| 16.34 | 1 |
| Value | Count | Frequency (%) |
| 65.89 | 1 | |
| 62.84 | 1 | |
| 58.62 | 1 | |
| 56.42 | 1 | |
| 56.09 | 1 | |
| 53.91 | 1 | |
| 53.85 | 1 | |
| 53.13 | 1 | |
| 52.89 | 1 | |
| 51.37 | 1 |
| Distinct | 529 |
|---|---|
| Distinct (%) | 53.3% |
| Missing | 5 |
| Missing (%) | 0.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 79.47718 |
| Minimum | 37 |
|---|---|
| Maximum | 168.8 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 15.6 KiB |
Quantile statistics
| Minimum | 37 |
|---|---|
| 5-th percentile | 51.9 |
| Q1 | 65.2 |
| median | 78.1 |
| Q3 | 90.9 |
| 95-th percentile | 113 |
| Maximum | 168.8 |
| Range | 131.8 |
| Interquartile range (IQR) | 25.7 |
Descriptive statistics
| Standard deviation | 19.199436 |
|---|---|
| Coefficient of variation (CV) | 0.24157168 |
| Kurtosis | 0.76277468 |
| Mean | 79.47718 |
| Median Absolute Deviation (MAD) | 12.9 |
| Skewness | 0.63115531 |
| Sum | 78920.84 |
| Variance | 368.61833 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 78.8 | 7 | 0.7% |
| 77.2 | 6 | 0.6% |
| 74.2 | 6 | 0.6% |
| 66.6 | 6 | 0.6% |
| 63.9 | 5 | 0.5% |
| 85.3 | 5 | 0.5% |
| 90.6 | 5 | 0.5% |
| 80.7 | 5 | 0.5% |
| 74 | 5 | 0.5% |
| 60.5 | 5 | 0.5% |
| Other values (519) | 938 |
| Value | Count | Frequency (%) |
| 37 | 1 | |
| 38.3 | 1 | |
| 39.7 | 1 | |
| 40.7 | 1 | |
| 40.9 | 1 | |
| 42.2 | 1 | |
| 42.4 | 1 | |
| 42.9 | 1 | |
| 43.5 | 1 | |
| 43.8 | 1 |
| Value | Count | Frequency (%) |
| 168.8 | 1 | |
| 162.2 | 1 | |
| 153.9 | 1 | |
| 144.5 | 1 | |
| 143 | 1 | |
| 136.8 | 1 | |
| 134.8 | 1 | |
| 134.7 | 1 | |
| 133.6 | 1 | |
| 133.4 | 1 |
| Distinct | 50 |
|---|---|
| Distinct (%) | 5.0% |
| Missing | 5 |
| Missing (%) | 0.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.646858 |
| Minimum | 1.39 |
|---|---|
| Maximum | 1.92 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 15.6 KiB |
Quantile statistics
| Minimum | 1.39 |
|---|---|
| 5-th percentile | 1.5 |
| Q1 | 1.58 |
| median | 1.64 |
| Q3 | 1.71 |
| 95-th percentile | 1.79 |
| Maximum | 1.92 |
| Range | 0.53 |
| Interquartile range (IQR) | 0.13 |
Descriptive statistics
| Standard deviation | 0.090536021 |
|---|---|
| Coefficient of variation (CV) | 0.054975001 |
| Kurtosis | -0.40941396 |
| Mean | 1.646858 |
| Median Absolute Deviation (MAD) | 0.07 |
| Skewness | 0.11788112 |
| Sum | 1635.33 |
| Variance | 0.0081967711 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1.58 | 53 | 5.3% |
| 1.63 | 42 | 4.2% |
| 1.74 | 42 | 4.2% |
| 1.62 | 39 | 3.9% |
| 1.7 | 38 | 3.8% |
| 1.59 | 38 | 3.8% |
| 1.69 | 38 | 3.8% |
| 1.64 | 38 | 3.8% |
| 1.67 | 37 | 3.7% |
| 1.57 | 37 | 3.7% |
| Other values (40) | 591 |
| Value | Count | Frequency (%) |
| 1.39 | 1 | 0.1% |
| 1.44 | 3 | 0.3% |
| 1.45 | 6 | 0.6% |
| 1.46 | 9 | |
| 1.47 | 5 | 0.5% |
| 1.48 | 9 | |
| 1.49 | 7 | |
| 1.5 | 11 | |
| 1.51 | 6 | 0.6% |
| 1.52 | 16 |
| Value | Count | Frequency (%) |
| 1.92 | 1 | 0.1% |
| 1.91 | 2 | 0.2% |
| 1.9 | 1 | 0.1% |
| 1.89 | 1 | 0.1% |
| 1.88 | 1 | 0.1% |
| 1.87 | 3 | 0.3% |
| 1.86 | 1 | 0.1% |
| 1.85 | 3 | 0.3% |
| 1.84 | 2 | 0.2% |
| 1.83 | 10 |
| Distinct | 196 |
|---|---|
| Distinct (%) | 19.8% |
| Missing | 7 |
| Missing (%) | 0.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 132.32341 |
| Minimum | 81 |
|---|---|
| Maximum | 258.5 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 15.6 KiB |
Quantile statistics
| Minimum | 81 |
|---|---|
| 5-th percentile | 103 |
| Q1 | 117.75 |
| median | 130 |
| Q3 | 144 |
| 95-th percentile | 169.75 |
| Maximum | 258.5 |
| Range | 177.5 |
| Interquartile range (IQR) | 26.25 |
Descriptive statistics
| Standard deviation | 21.355436 |
|---|---|
| Coefficient of variation (CV) | 0.16138819 |
| Kurtosis | 2.2537289 |
| Mean | 132.32341 |
| Median Absolute Deviation (MAD) | 13 |
| Skewness | 0.92951207 |
| Sum | 131132.5 |
| Variance | 456.05464 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 123 | 16 | 1.6% |
| 124.5 | 15 | 1.5% |
| 117.5 | 15 | 1.5% |
| 136.5 | 15 | 1.5% |
| 119 | 15 | 1.5% |
| 118.5 | 14 | 1.4% |
| 126.5 | 14 | 1.4% |
| 124 | 14 | 1.4% |
| 142.5 | 13 | 1.3% |
| 134.5 | 13 | 1.3% |
| Other values (186) | 847 |
| Value | Count | Frequency (%) |
| 81 | 1 | |
| 85 | 1 | |
| 86.5 | 1 | |
| 87 | 1 | |
| 87.5 | 1 | |
| 88 | 1 | |
| 88.5 | 1 | |
| 89 | 1 | |
| 89.5 | 1 | |
| 90 | 2 |
| Value | Count | Frequency (%) |
| 258.5 | 1 | |
| 239 | 1 | |
| 215 | 1 | |
| 213 | 1 | |
| 211 | 1 | |
| 208.5 | 1 | |
| 207.5 | 1 | |
| 206.5 | 1 | |
| 193.5 | 1 | |
| 192 | 1 |
| Distinct | 133 |
|---|---|
| Distinct (%) | 13.4% |
| Missing | 7 |
| Missing (%) | 0.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 88.397074 |
| Minimum | 48.5 |
|---|---|
| Maximum | 150 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 15.6 KiB |
Quantile statistics
| Minimum | 48.5 |
|---|---|
| 5-th percentile | 70 |
| Q1 | 80 |
| median | 87.5 |
| Q3 | 96 |
| 95-th percentile | 109.5 |
| Maximum | 150 |
| Range | 101.5 |
| Interquartile range (IQR) | 16 |
Descriptive statistics
| Standard deviation | 12.449453 |
|---|---|
| Coefficient of variation (CV) | 0.14083558 |
| Kurtosis | 1.1474371 |
| Mean | 88.397074 |
| Median Absolute Deviation (MAD) | 8 |
| Skewness | 0.55858342 |
| Sum | 87601.5 |
| Variance | 154.98889 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 79.5 | 23 | 2.3% |
| 86 | 23 | 2.3% |
| 87.5 | 22 | 2.2% |
| 96 | 22 | 2.2% |
| 83.5 | 21 | 2.1% |
| 84 | 21 | 2.1% |
| 83 | 20 | 2.0% |
| 90.5 | 20 | 2.0% |
| 90 | 20 | 2.0% |
| 86.5 | 20 | 2.0% |
| Other values (123) | 779 |
| Value | Count | Frequency (%) |
| 48.5 | 1 | |
| 56 | 1 | |
| 57 | 1 | |
| 58.5 | 1 | |
| 60 | 1 | |
| 60.5 | 1 | |
| 61 | 2 | |
| 61.5 | 1 | |
| 62.5 | 1 | |
| 63 | 2 |
| Value | Count | Frequency (%) |
| 150 | 1 | |
| 141.5 | 1 | |
| 133.5 | 1 | |
| 131.5 | 1 | |
| 131 | 1 | |
| 130 | 1 | |
| 129.5 | 1 | |
| 125.5 | 2 | |
| 125 | 1 | |
| 122.5 | 2 |
| Distinct | 42 |
|---|---|
| Distinct (%) | 4.5% |
| Missing | 56 |
| Missing (%) | 5.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 41.72293 |
| Minimum | 29.5 |
|---|---|
| Maximum | 60 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 15.6 KiB |
Quantile statistics
| Minimum | 29.5 |
|---|---|
| 5-th percentile | 37 |
| Q1 | 40 |
| median | 42 |
| Q3 | 43.5 |
| 95-th percentile | 46 |
| Maximum | 60 |
| Range | 30.5 |
| Interquartile range (IQR) | 3.5 |
Descriptive statistics
| Standard deviation | 3.0735208 |
|---|---|
| Coefficient of variation (CV) | 0.073665027 |
| Kurtosis | 3.1810547 |
| Mean | 41.72293 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 0.32038988 |
| Sum | 39303 |
| Variance | 9.44653 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=42)
| Value | Count | Frequency (%) |
| 41 | 118 | |
| 42 | 109 | |
| 43 | 95 | 9.5% |
| 40 | 72 | 7.2% |
| 44 | 60 | 6.0% |
| 45 | 50 | 5.0% |
| 39 | 50 | 5.0% |
| 38 | 49 | 4.9% |
| 41.5 | 37 | 3.7% |
| 40.5 | 33 | 3.3% |
| Other values (32) | 269 | |
| (Missing) | 56 | 5.6% |
| Value | Count | Frequency (%) |
| 29.5 | 1 | 0.1% |
| 30 | 1 | 0.1% |
| 31 | 2 | 0.2% |
| 31.5 | 1 | 0.1% |
| 32.5 | 1 | 0.1% |
| 33 | 1 | 0.1% |
| 34 | 3 | 0.3% |
| 35 | 7 | 0.7% |
| 35.5 | 1 | 0.1% |
| 36 | 18 |
| Value | Count | Frequency (%) |
| 60 | 1 | 0.1% |
| 58 | 1 | 0.1% |
| 56 | 1 | 0.1% |
| 54 | 1 | 0.1% |
| 52 | 2 | 0.2% |
| 50 | 2 | 0.2% |
| 49 | 5 | |
| 48.5 | 3 | |
| 48 | 6 | |
| 47.5 | 3 |
| Distinct | 868 |
|---|---|
| Distinct (%) | 93.4% |
| Missing | 69 |
| Missing (%) | 6.9% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 55.019494 |
| Minimum | 12.09 |
|---|---|
| Maximum | 261.25 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 15.6 KiB |
Quantile statistics
| Minimum | 12.09 |
|---|---|
| 5-th percentile | 24.886 |
| Q1 | 37.15 |
| median | 49.1 |
| Q3 | 66.7 |
| 95-th percentile | 100.98 |
| Maximum | 261.25 |
| Range | 249.16 |
| Interquartile range (IQR) | 29.55 |
Descriptive statistics
| Standard deviation | 26.854133 |
|---|---|
| Coefficient of variation (CV) | 0.48808398 |
| Kurtosis | 7.6577044 |
| Mean | 55.019494 |
| Median Absolute Deviation (MAD) | 14.07 |
| Skewness | 2.0273365 |
| Sum | 51113.11 |
| Variance | 721.14448 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 49.72 | 3 | 0.3% |
| 32.77 | 3 | 0.3% |
| 54.92 | 3 | 0.3% |
| 65.15 | 2 | 0.2% |
| 59.78 | 2 | 0.2% |
| 30.58 | 2 | 0.2% |
| 44.92 | 2 | 0.2% |
| 42.07 | 2 | 0.2% |
| 35.45 | 2 | 0.2% |
| 62.49 | 2 | 0.2% |
| Other values (858) | 906 | |
| (Missing) | 69 | 6.9% |
| Value | Count | Frequency (%) |
| 12.09 | 1 | |
| 12.99 | 1 | |
| 14.38 | 1 | |
| 16.25 | 1 | |
| 17.44 | 1 | |
| 17.52 | 1 | |
| 18.02 | 1 | |
| 18.14 | 1 | |
| 18.15 | 1 | |
| 18.41 | 1 |
| Value | Count | Frequency (%) |
| 261.25 | 1 | |
| 209.4 | 1 | |
| 194.44 | 1 | |
| 184.78 | 1 | |
| 184.58 | 1 | |
| 174.97 | 1 | |
| 167.66 | 1 | |
| 166.31 | 1 | |
| 162.3 | 1 | |
| 150.85 | 1 |
| Distinct | 369 |
|---|---|
| Distinct (%) | 38.0% |
| Missing | 26 |
| Missing (%) | 2.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.3946914 |
| Minimum | 1.6 |
|---|---|
| Maximum | 11.98 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 15.6 KiB |
Quantile statistics
| Minimum | 1.6 |
|---|---|
| 5-th percentile | 2.8555 |
| Q1 | 3.68 |
| median | 4.35 |
| Q3 | 5.02 |
| 95-th percentile | 6.1745 |
| Maximum | 11.98 |
| Range | 10.38 |
| Interquartile range (IQR) | 1.34 |
Descriptive statistics
| Standard deviation | 1.0298543 |
|---|---|
| Coefficient of variation (CV) | 0.23434052 |
| Kurtosis | 2.8989069 |
| Mean | 4.3946914 |
| Median Absolute Deviation (MAD) | 0.67 |
| Skewness | 0.72446762 |
| Sum | 4271.64 |
| Variance | 1.0605998 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 4.11 | 11 | 1.1% |
| 4.04 | 10 | 1.0% |
| 4.75 | 9 | 0.9% |
| 3.75 | 8 | 0.8% |
| 4.45 | 8 | 0.8% |
| 5.42 | 7 | 0.7% |
| 3.55 | 7 | 0.7% |
| 4.37 | 7 | 0.7% |
| 4.09 | 7 | 0.7% |
| 4.08 | 7 | 0.7% |
| Other values (359) | 891 | |
| (Missing) | 26 | 2.6% |
| Value | Count | Frequency (%) |
| 1.6 | 1 | |
| 1.8 | 1 | |
| 1.82 | 1 | |
| 2 | 1 | |
| 2.15 | 1 | |
| 2.18 | 1 | |
| 2.2 | 1 | |
| 2.28 | 1 | |
| 2.33 | 1 | |
| 2.35 | 1 |
| Value | Count | Frequency (%) |
| 11.98 | 1 | |
| 7.82 | 1 | |
| 7.71 | 1 | |
| 7.6 | 1 | |
| 7.43 | 1 | |
| 7.3 | 1 | |
| 7.24 | 1 | |
| 7.2 | 1 | |
| 7.09 | 1 | |
| 7.08 | 2 |
| Distinct | 207 |
|---|---|
| Distinct (%) | 21.3% |
| Missing | 26 |
| Missing (%) | 2.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.0413786 |
| Minimum | 0.22 |
|---|---|
| Maximum | 10.42 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 15.6 KiB |
Quantile statistics
| Minimum | 0.22 |
|---|---|
| 5-th percentile | 0.42 |
| Q1 | 0.64 |
| median | 0.85 |
| Q3 | 1.21 |
| 95-th percentile | 2.1545 |
| Maximum | 10.42 |
| Range | 10.2 |
| Interquartile range (IQR) | 0.57 |
Descriptive statistics
| Standard deviation | 0.74350213 |
|---|---|
| Coefficient of variation (CV) | 0.71395949 |
| Kurtosis | 38.239011 |
| Mean | 1.0413786 |
| Median Absolute Deviation (MAD) | 0.255 |
| Skewness | 4.6665268 |
| Sum | 1012.22 |
| Variance | 0.55279542 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.82 | 17 | 1.7% |
| 0.81 | 17 | 1.7% |
| 0.71 | 16 | 1.6% |
| 0.66 | 16 | 1.6% |
| 0.69 | 15 | 1.5% |
| 0.83 | 14 | 1.4% |
| 0.54 | 14 | 1.4% |
| 0.67 | 13 | 1.3% |
| 0.65 | 13 | 1.3% |
| 0.78 | 13 | 1.3% |
| Other values (197) | 824 | |
| (Missing) | 26 | 2.6% |
| Value | Count | Frequency (%) |
| 0.22 | 1 | 0.1% |
| 0.25 | 1 | 0.1% |
| 0.28 | 1 | 0.1% |
| 0.3 | 2 | 0.2% |
| 0.32 | 2 | 0.2% |
| 0.33 | 4 | |
| 0.34 | 4 | |
| 0.35 | 6 | |
| 0.36 | 2 | 0.2% |
| 0.37 | 5 |
| Value | Count | Frequency (%) |
| 10.42 | 1 | |
| 7.24 | 1 | |
| 5.6 | 2 | |
| 5.45 | 1 | |
| 5.24 | 1 | |
| 5.13 | 1 | |
| 5.01 | 1 | |
| 4.54 | 1 | |
| 4.4 | 1 | |
| 4.06 | 1 |
| Distinct | 360 |
|---|---|
| Distinct (%) | 37.0% |
| Missing | 24 |
| Missing (%) | 2.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.3995483 |
| Minimum | 3.13 |
|---|---|
| Maximum | 29.76 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 15.6 KiB |
Quantile statistics
| Minimum | 3.13 |
|---|---|
| 5-th percentile | 3.88 |
| Q1 | 4.5125 |
| median | 5.03 |
| Q3 | 5.59 |
| 95-th percentile | 8.1415 |
| Maximum | 29.76 |
| Range | 26.63 |
| Interquartile range (IQR) | 1.0775 |
Descriptive statistics
| Standard deviation | 1.9540223 |
|---|---|
| Coefficient of variation (CV) | 0.36188625 |
| Kurtosis | 40.469736 |
| Mean | 5.3995483 |
| Median Absolute Deviation (MAD) | 0.54 |
| Skewness | 5.1699169 |
| Sum | 5259.16 |
| Variance | 3.8182031 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 5.03 | 10 | 1.0% |
| 4.75 | 9 | 0.9% |
| 4.99 | 9 | 0.9% |
| 4.96 | 8 | 0.8% |
| 5.16 | 8 | 0.8% |
| 5.19 | 8 | 0.8% |
| 4.87 | 8 | 0.8% |
| 4.27 | 8 | 0.8% |
| 5.05 | 7 | 0.7% |
| 5.02 | 7 | 0.7% |
| Other values (350) | 892 | |
| (Missing) | 24 | 2.4% |
| Value | Count | Frequency (%) |
| 3.13 | 1 | |
| 3.21 | 1 | |
| 3.37 | 1 | |
| 3.42 | 1 | |
| 3.44 | 1 | |
| 3.45 | 1 | |
| 3.47 | 1 | |
| 3.48 | 1 | |
| 3.5 | 1 | |
| 3.55 | 2 |
| Value | Count | Frequency (%) |
| 29.76 | 1 | |
| 20.21 | 1 | |
| 20.03 | 1 | |
| 19.78 | 1 | |
| 17.7 | 1 | |
| 16.79 | 1 | |
| 16.44 | 1 | |
| 14.44 | 1 | |
| 14.37 | 1 | |
| 14.19 | 1 |
| Distinct | 1 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 58.5 KiB |
| 0.0 |
|---|
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 998 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 998 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 1996 | |
| . | 998 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 1996 | |
| Other Punctuation | 998 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 1996 |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 998 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 2994 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 1996 | |
| . | 998 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 2994 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 1996 | |
| . | 998 |
| Distinct | 1 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 58.5 KiB |
| 1.0 |
|---|
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1.0 |
|---|---|
| 2nd row | 1.0 |
| 3rd row | 1.0 |
| 4th row | 1.0 |
| 5th row | 1.0 |
Common Values
| Value | Count | Frequency (%) |
| 1.0 | 998 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1.0 | 998 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 998 | |
| . | 998 | |
| 0 | 998 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 1996 | |
| Other Punctuation | 998 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 998 | |
| 0 | 998 |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 998 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 2994 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 998 | |
| . | 998 | |
| 0 | 998 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 2994 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 998 | |
| . | 998 | |
| 0 | 998 |
| Distinct | 1 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 8.8 KiB |
| False |
|---|
| Value | Count | Frequency (%) |
| False | 998 |
| Distinct | 1 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 58.5 KiB |
| 1.0 |
|---|
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1.0 |
|---|---|
| 2nd row | 1.0 |
| 3rd row | 1.0 |
| 4th row | 1.0 |
| 5th row | 1.0 |
Common Values
| Value | Count | Frequency (%) |
| 1.0 | 998 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1.0 | 998 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 998 | |
| . | 998 | |
| 0 | 998 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 1996 | |
| Other Punctuation | 998 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 998 | |
| 0 | 998 |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 998 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 2994 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 998 | |
| . | 998 | |
| 0 | 998 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 2994 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 998 | |
| . | 998 | |
| 0 | 998 |
| Distinct | 19 |
|---|---|
| Distinct (%) | 1.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 14.981225 |
| Minimum | 5.819 |
|---|---|
| Maximum | 20.448 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 15.6 KiB |
Quantile statistics
| Minimum | 5.819 |
|---|---|
| 5-th percentile | 11.215 |
| Q1 | 13.167 |
| median | 14.301 |
| Q3 | 17.789 |
| 95-th percentile | 20.056 |
| Maximum | 20.448 |
| Range | 14.629 |
| Interquartile range (IQR) | 4.622 |
Descriptive statistics
| Standard deviation | 3.1889121 |
|---|---|
| Coefficient of variation (CV) | 0.21286057 |
| Kurtosis | -0.15874256 |
| Mean | 14.981225 |
| Median Absolute Deviation (MAD) | 2.203 |
| Skewness | -0.054256073 |
| Sum | 14951.263 |
| Variance | 10.16916 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=19)
| Value | Count | Frequency (%) |
| 15.298 | 93 | 9.3% |
| 13.439 | 90 | 9.0% |
| 16.504 | 76 | 7.6% |
| 11.924 | 76 | 7.6% |
| 18.567 | 75 | 7.5% |
| 19.633 | 66 | 6.6% |
| 11.215 | 64 | 6.4% |
| 13.247 | 61 | 6.1% |
| 13.734 | 59 | 5.9% |
| 11.285 | 56 | 5.6% |
| Other values (9) | 282 |
| Value | Count | Frequency (%) |
| 5.819 | 21 | 2.1% |
| 11.215 | 64 | |
| 11.285 | 56 | |
| 11.924 | 76 | |
| 13.167 | 49 | |
| 13.247 | 61 | |
| 13.439 | 90 | |
| 13.734 | 59 | |
| 14.056 | 10 | 1.0% |
| 14.301 | 17 | 1.7% |
| Value | Count | Frequency (%) |
| 20.448 | 44 | |
| 20.056 | 35 | 3.5% |
| 19.739 | 6 | 0.6% |
| 19.633 | 66 | |
| 18.567 | 75 | |
| 17.789 | 50 | |
| 16.504 | 76 | |
| 15.298 | 93 | |
| 14.83 | 50 | |
| 14.301 | 17 | 1.7% |
| Distinct | 19 |
|---|---|
| Distinct (%) | 1.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 21.61311 |
| Minimum | 14.704 |
|---|---|
| Maximum | 26.904 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 15.6 KiB |
Quantile statistics
| Minimum | 14.704 |
|---|---|
| 5-th percentile | 17.385 |
| Q1 | 19.286 |
| median | 21.664 |
| Q3 | 25.097 |
| 95-th percentile | 25.351 |
| Maximum | 26.904 |
| Range | 12.2 |
| Interquartile range (IQR) | 5.811 |
Descriptive statistics
| Standard deviation | 2.9104407 |
|---|---|
| Coefficient of variation (CV) | 0.13466089 |
| Kurtosis | -0.94979684 |
| Mean | 21.61311 |
| Median Absolute Deviation (MAD) | 2.852 |
| Skewness | -0.16838095 |
| Sum | 21569.884 |
| Variance | 8.4706652 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=19)
| Value | Count | Frequency (%) |
| 22.913 | 93 | 9.3% |
| 19.286 | 90 | 9.0% |
| 25.351 | 76 | 7.6% |
| 18.699 | 76 | 7.6% |
| 23.032 | 75 | 7.5% |
| 25.097 | 66 | 6.6% |
| 17.385 | 64 | 6.4% |
| 20.81 | 61 | 6.1% |
| 21.664 | 59 | 5.9% |
| 18.812 | 56 | 5.6% |
| Other values (9) | 282 |
| Value | Count | Frequency (%) |
| 14.704 | 21 | 2.1% |
| 15.722 | 10 | 1.0% |
| 17.385 | 64 | |
| 18.699 | 76 | |
| 18.812 | 56 | |
| 19.286 | 90 | |
| 19.477 | 50 | |
| 20.81 | 61 | |
| 20.819 | 49 | |
| 21.664 | 59 |
| Value | Count | Frequency (%) |
| 26.904 | 6 | 0.6% |
| 25.493 | 35 | 3.5% |
| 25.351 | 76 | |
| 25.312 | 44 | |
| 25.104 | 50 | |
| 25.097 | 66 | |
| 23.032 | 75 | |
| 22.913 | 93 | |
| 22.079 | 17 | 1.7% |
| 21.664 | 59 |
| Distinct | 19 |
|---|---|
| Distinct (%) | 1.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 8.6845381 |
| Minimum | -0.933 |
|---|---|
| Maximum | 16.914 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 21 |
| Negative (%) | 2.1% |
| Memory size | 15.6 KiB |
Quantile statistics
| Minimum | -0.933 |
|---|---|
| 5-th percentile | 4.536 |
| Q1 | 5.53 |
| median | 6.626 |
| Q3 | 11.883 |
| 95-th percentile | 15.349 |
| Maximum | 16.914 |
| Range | 17.847 |
| Interquartile range (IQR) | 6.353 |
Descriptive statistics
| Standard deviation | 4.163937 |
|---|---|
| Coefficient of variation (CV) | 0.47946557 |
| Kurtosis | -0.65407664 |
| Mean | 8.6845381 |
| Median Absolute Deviation (MAD) | 1.728 |
| Skewness | 0.46207105 |
| Sum | 8667.169 |
| Variance | 17.338371 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=19)
| Value | Count | Frequency (%) |
| 8.351 | 93 | 9.3% |
| 6.622 | 90 | 9.0% |
| 6.121 | 76 | 7.6% |
| 4.898 | 76 | 7.6% |
| 15.349 | 75 | 7.5% |
| 14.922 | 66 | 6.6% |
| 6.626 | 64 | 6.4% |
| 4.721 | 61 | 6.1% |
| 5.53 | 59 | 5.9% |
| 4.536 | 56 | 5.6% |
| Other values (9) | 282 |
| Value | Count | Frequency (%) |
| -0.933 | 21 | 2.1% |
| 4.536 | 56 | |
| 4.721 | 61 | |
| 4.898 | 76 | |
| 5.53 | 59 | |
| 6.121 | 76 | |
| 6.622 | 90 | |
| 6.626 | 64 | |
| 7.16 | 17 | 1.7% |
| 8.121 | 49 |
| Value | Count | Frequency (%) |
| 16.914 | 35 | 3.5% |
| 15.349 | 75 | |
| 14.922 | 66 | |
| 14.389 | 44 | |
| 12.391 | 10 | 1.0% |
| 11.883 | 50 | |
| 10.488 | 50 | |
| 10.187 | 6 | 0.6% |
| 8.351 | 93 | |
| 8.121 | 49 |
| Distinct | 19 |
|---|---|
| Distinct (%) | 1.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.085012 |
| Minimum | -3.11 |
|---|---|
| Maximum | 9.491 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 10 |
| Negative (%) | 1.0% |
| Memory size | 15.6 KiB |
Quantile statistics
| Minimum | -3.11 |
|---|---|
| 5-th percentile | 1.389 |
| Q1 | 4.839 |
| median | 6.775 |
| Q3 | 7.413 |
| 95-th percentile | 9.491 |
| Maximum | 9.491 |
| Range | 12.601 |
| Interquartile range (IQR) | 2.574 |
Descriptive statistics
| Standard deviation | 2.2374406 |
|---|---|
| Coefficient of variation (CV) | 0.36769699 |
| Kurtosis | 1.8581079 |
| Mean | 6.085012 |
| Median Absolute Deviation (MAD) | 1.071 |
| Skewness | -1.1131121 |
| Sum | 6072.842 |
| Variance | 5.0061405 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=19)
| Value | Count | Frequency (%) |
| 5.899 | 93 | 9.3% |
| 7.093 | 90 | 9.0% |
| 7.846 | 76 | 7.6% |
| 8.645 | 76 | 7.6% |
| 3.08 | 75 | 7.5% |
| 6.775 | 66 | 6.6% |
| 5.917 | 64 | 6.4% |
| 1.389 | 61 | 6.1% |
| 9.491 | 59 | 5.9% |
| 7.251 | 56 | 5.6% |
| Other values (9) | 282 |
| Value | Count | Frequency (%) |
| -3.11 | 10 | 1.0% |
| 1.389 | 61 | |
| 3.08 | 75 | |
| 4.005 | 50 | |
| 4.429 | 35 | 3.5% |
| 4.839 | 21 | 2.1% |
| 5.377 | 44 | |
| 5.899 | 93 | |
| 5.917 | 64 | |
| 6.544 | 17 | 1.7% |
| Value | Count | Frequency (%) |
| 9.491 | 59 | |
| 8.645 | 76 | |
| 7.846 | 76 | |
| 7.7 | 6 | 0.6% |
| 7.413 | 49 | |
| 7.251 | 56 | |
| 7.093 | 90 | |
| 6.838 | 50 | |
| 6.775 | 66 | |
| 6.544 | 17 | 1.7% |
| Distinct | 1 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 58.5 KiB |
| 0.0 |
|---|
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 998 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 998 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 1996 | |
| . | 998 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 1996 | |
| Other Punctuation | 998 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 1996 |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 998 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 2994 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 1996 | |
| . | 998 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 2994 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 1996 | |
| . | 998 |
| Distinct | 1 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 58.5 KiB |
| 0.0 |
|---|
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 998 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 998 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 1996 | |
| . | 998 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 1996 | |
| Other Punctuation | 998 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 1996 |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 998 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 2994 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 1996 | |
| . | 998 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 2994 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 1996 | |
| . | 998 |
| Distinct | 19 |
|---|---|
| Distinct (%) | 1.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 16.441621 |
| Minimum | 6.735 |
|---|---|
| Maximum | 23.6 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 15.6 KiB |
Quantile statistics
| Minimum | 6.735 |
|---|---|
| 5-th percentile | 13.476 |
| Q1 | 13.864 |
| median | 15.87 |
| Q3 | 19.354 |
| 95-th percentile | 21.21735 |
| Maximum | 23.6 |
| Range | 16.865 |
| Interquartile range (IQR) | 5.49 |
Descriptive statistics
| Standard deviation | 3.1486077 |
|---|---|
| Coefficient of variation (CV) | 0.19150226 |
| Kurtosis | 0.36253918 |
| Mean | 16.441621 |
| Median Absolute Deviation (MAD) | 2.088 |
| Skewness | -0.16105916 |
| Sum | 16408.738 |
| Variance | 9.9137301 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=19)
| Value | Count | Frequency (%) |
| 13.782 | 93 | 9.3% |
| 15.87 | 90 | 9.0% |
| 19.354 | 76 | 7.6% |
| 14.05 | 76 | 7.6% |
| 19.468 | 75 | 7.5% |
| 21.03 | 66 | 6.6% |
| 13.476 | 64 | 6.4% |
| 16.676 | 61 | 6.1% |
| 17.491 | 59 | 5.9% |
| 13.864 | 56 | 5.6% |
| Other values (9) | 282 |
| Value | Count | Frequency (%) |
| 6.735 | 21 | 2.1% |
| 10.742 | 10 | 1.0% |
| 13.476 | 64 | |
| 13.49 | 50 | |
| 13.782 | 93 | |
| 13.864 | 56 | |
| 14.05 | 76 | |
| 15.408 | 49 | |
| 15.87 | 90 | |
| 16.598 | 50 |
| Value | Count | Frequency (%) |
| 23.6 | 6 | 0.6% |
| 22.279 | 44 | |
| 21.03 | 66 | |
| 19.907 | 35 | |
| 19.468 | 75 | |
| 19.354 | 76 | |
| 17.491 | 59 | |
| 17.471 | 17 | 1.7% |
| 16.676 | 61 | |
| 16.598 | 50 |
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 61.4 KiB |
| Winter | |
|---|---|
| Autumn | |
| Spring | |
| Summer |
Length
| Max length | 6 |
|---|---|
| Median length | 6 |
| Mean length | 6 |
| Min length | 6 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Summer |
|---|---|
| 2nd row | Summer |
| 3rd row | Summer |
| 4th row | Summer |
| 5th row | Summer |
Common Values
| Value | Count | Frequency (%) |
| Winter | 307 | |
| Autumn | 291 | |
| Spring | 230 | |
| Summer | 170 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| winter | 307 | |
| autumn | 291 | |
| spring | 230 | |
| summer | 170 |
Most occurring characters
| Value | Count | Frequency (%) |
| n | 828 | |
| u | 752 | |
| r | 707 | |
| m | 631 | |
| t | 598 | |
| i | 537 | |
| e | 477 | |
| S | 400 | |
| W | 307 | 5.1% |
| A | 291 | 4.9% |
| Other values (2) | 460 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 4990 | |
| Uppercase Letter | 998 | 16.7% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| n | 828 | |
| u | 752 | |
| r | 707 | |
| m | 631 | |
| t | 598 | |
| i | 537 | |
| e | 477 | |
| p | 230 | 4.6% |
| g | 230 | 4.6% |
Uppercase Letter
| Value | Count | Frequency (%) |
| S | 400 | |
| W | 307 | |
| A | 291 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 5988 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| n | 828 | |
| u | 752 | |
| r | 707 | |
| m | 631 | |
| t | 598 | |
| i | 537 | |
| e | 477 | |
| S | 400 | |
| W | 307 | 5.1% |
| A | 291 | 4.9% |
| Other values (2) | 460 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 5988 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| n | 828 | |
| u | 752 | |
| r | 707 | |
| m | 631 | |
| t | 598 | |
| i | 537 | |
| e | 477 | |
| S | 400 | |
| W | 307 | 5.1% |
| A | 291 | 4.9% |
| Other values (2) | 460 |
Interactions
Correlations
| Age (at enrolment) | Albumin (g/dL) | BMI (kg/m²) | Sex | Total protein (g/dL) | Triglycerides (mg/dL) | climate_daily_max_temp | climate_daily_mean_temp | climate_daily_min_temp | climate_heat_stress_index | climate_season | climate_temp_anomaly | diastolic_bp_mmHg | fasting_glucose_mmol_L | height_m | systolic_bp_mmHg | total_cholesterol_mg_dL | weight_kg | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Age (at enrolment) | 1.000 | -0.044 | 0.120 | 0.138 | -0.139 | 0.045 | 0.101 | 0.144 | 0.136 | 0.036 | 0.083 | -0.103 | 0.010 | 0.105 | -0.052 | 0.200 | 0.091 | 0.118 |
| Albumin (g/dL) | -0.044 | 1.000 | -0.185 | 0.263 | 0.095 | 0.193 | -0.051 | -0.101 | -0.108 | -0.038 | 0.000 | 0.132 | 0.136 | 0.067 | 0.198 | 0.118 | 0.191 | -0.106 |
| BMI (kg/m²) | 0.120 | -0.185 | 1.000 | 0.507 | -0.134 | 0.134 | 0.051 | 0.083 | 0.094 | 0.030 | 0.073 | -0.175 | 0.185 | 0.241 | -0.424 | 0.188 | 0.111 | 0.901 |
| Sex | 0.138 | 0.263 | 0.507 | 1.000 | 0.268 | 0.165 | 0.164 | 0.340 | 0.279 | 0.382 | 0.256 | 0.441 | 0.019 | 0.036 | 0.759 | 0.053 | 0.152 | 0.248 |
| Total protein (g/dL) | -0.139 | 0.095 | -0.134 | 0.268 | 1.000 | 0.104 | -0.090 | -0.103 | -0.096 | -0.049 | 0.072 | 0.105 | 0.062 | -0.015 | 0.260 | 0.008 | -0.006 | -0.031 |
| Triglycerides (mg/dL) | 0.045 | 0.193 | 0.134 | 0.165 | 0.104 | 1.000 | -0.037 | -0.032 | -0.036 | 0.010 | 0.058 | 0.058 | 0.151 | 0.298 | 0.121 | 0.163 | 0.270 | 0.208 |
| climate_daily_max_temp | 0.101 | -0.051 | 0.051 | 0.164 | -0.090 | -0.037 | 1.000 | 0.905 | 0.582 | 0.764 | 0.587 | -0.098 | -0.096 | -0.103 | -0.066 | -0.069 | 0.033 | 0.024 |
| climate_daily_mean_temp | 0.144 | -0.101 | 0.083 | 0.340 | -0.103 | -0.032 | 0.905 | 1.000 | 0.780 | 0.745 | 0.682 | -0.288 | -0.121 | -0.046 | -0.111 | -0.080 | 0.025 | 0.040 |
| climate_daily_min_temp | 0.136 | -0.108 | 0.094 | 0.279 | -0.096 | -0.036 | 0.582 | 0.780 | 1.000 | 0.395 | 0.704 | -0.474 | -0.128 | -0.037 | -0.140 | -0.071 | -0.008 | 0.044 |
| climate_heat_stress_index | 0.036 | -0.038 | 0.030 | 0.382 | -0.049 | 0.010 | 0.764 | 0.745 | 0.395 | 1.000 | 0.657 | -0.002 | -0.053 | 0.077 | -0.019 | -0.049 | 0.012 | 0.019 |
| climate_season | 0.083 | 0.000 | 0.073 | 0.256 | 0.072 | 0.058 | 0.587 | 0.682 | 0.704 | 0.657 | 1.000 | 0.610 | 0.062 | 0.090 | 0.100 | 0.050 | 0.065 | 0.000 |
| climate_temp_anomaly | -0.103 | 0.132 | -0.175 | 0.441 | 0.105 | 0.058 | -0.098 | -0.288 | -0.474 | -0.002 | 0.610 | 1.000 | 0.131 | 0.135 | 0.223 | 0.107 | 0.042 | -0.095 |
| diastolic_bp_mmHg | 0.010 | 0.136 | 0.185 | 0.019 | 0.062 | 0.151 | -0.096 | -0.121 | -0.128 | -0.053 | 0.062 | 0.131 | 1.000 | 0.167 | -0.001 | 0.797 | 0.083 | 0.198 |
| fasting_glucose_mmol_L | 0.105 | 0.067 | 0.241 | 0.036 | -0.015 | 0.298 | -0.103 | -0.046 | -0.037 | 0.077 | 0.090 | 0.135 | 0.167 | 1.000 | -0.019 | 0.174 | 0.065 | 0.260 |
| height_m | -0.052 | 0.198 | -0.424 | 0.759 | 0.260 | 0.121 | -0.066 | -0.111 | -0.140 | -0.019 | 0.100 | 0.223 | -0.001 | -0.019 | 1.000 | -0.002 | -0.108 | -0.021 |
| systolic_bp_mmHg | 0.200 | 0.118 | 0.188 | 0.053 | 0.008 | 0.163 | -0.069 | -0.080 | -0.071 | -0.049 | 0.050 | 0.107 | 0.797 | 0.174 | -0.002 | 1.000 | 0.084 | 0.199 |
| total_cholesterol_mg_dL | 0.091 | 0.191 | 0.111 | 0.152 | -0.006 | 0.270 | 0.033 | 0.025 | -0.008 | 0.012 | 0.065 | 0.042 | 0.083 | 0.065 | -0.108 | 0.084 | 1.000 | 0.075 |
| weight_kg | 0.118 | -0.106 | 0.901 | 0.248 | -0.031 | 0.208 | 0.024 | 0.040 | 0.044 | 0.019 | 0.000 | -0.095 | 0.198 | 0.260 | -0.021 | 0.199 | 0.075 | 1.000 |
Missing values
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.
Sample
| study_source | Age (at enrolment) | Sex | primary_date | BMI (kg/m²) | weight_kg | height_m | systolic_bp_mmHg | diastolic_bp_mmHg | Albumin (g/dL) | Total protein (g/dL) | total_cholesterol_mg_dL | Triglycerides (mg/dL) | fasting_glucose_mmol_L | cd4_correction_applied | final_comprehensive_fix_applied | waist_circ_unit_correction_applied | sa_biomarker_standards | climate_daily_mean_temp | climate_daily_max_temp | climate_daily_min_temp | climate_temp_anomaly | climate_heat_day_p90 | climate_heat_day_p95 | climate_heat_stress_index | climate_season | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 985 | JHB_DPHRU_053 | 62.0 | Female | 2017-01-26 | 26.78 | 74.8 | 1.67 | 148.5 | 89.0 | 43.0 | 65.81 | 5.58 | 1.64 | 7.59 | 0.0 | 1.0 | False | 1.0 | 19.739 | 26.904 | 10.187 | 7.700 | 0.0 | 0.0 | 23.600 | Summer |
| 986 | JHB_DPHRU_053 | 54.0 | Female | 2017-02-11 | 29.52 | 88.8 | 1.73 | 149.5 | 100.5 | 43.5 | 67.05 | 2.91 | 1.46 | 4.44 | 0.0 | 1.0 | False | 1.0 | 20.448 | 25.312 | 14.389 | 5.377 | 0.0 | 0.0 | 22.279 | Summer |
| 987 | JHB_DPHRU_053 | 62.0 | Female | 2017-01-23 | 17.77 | 59.4 | 1.83 | 154.0 | 93.0 | 43.0 | 66.70 | 4.04 | 0.50 | 4.32 | 0.0 | 1.0 | False | 1.0 | 19.739 | 26.904 | 10.187 | 7.700 | 0.0 | 0.0 | 23.600 | Summer |
| 988 | JHB_DPHRU_053 | 54.0 | Female | 2017-01-27 | 20.45 | 48.6 | 1.54 | 124.5 | 72.0 | 44.0 | 100.92 | 4.28 | 0.80 | 4.22 | 0.0 | 1.0 | False | 1.0 | 19.739 | 26.904 | 10.187 | 7.700 | 0.0 | 0.0 | 23.600 | Summer |
| 989 | JHB_DPHRU_053 | 58.0 | Female | 2017-01-31 | 33.99 | 98.2 | 1.70 | 117.5 | 72.5 | 40.0 | 75.00 | 5.22 | 0.90 | 6.76 | 0.0 | 1.0 | False | 1.0 | 19.739 | 26.904 | 10.187 | 7.700 | 0.0 | 0.0 | 23.600 | Summer |
| 990 | JHB_DPHRU_053 | 58.0 | Female | 2017-01-31 | 23.46 | 72.8 | 1.76 | 134.0 | 84.0 | 41.0 | NaN | 4.62 | 0.73 | 4.30 | 0.0 | 1.0 | False | 1.0 | 19.739 | 26.904 | 10.187 | 7.700 | 0.0 | 0.0 | 23.600 | Summer |
| 991 | JHB_DPHRU_053 | 60.0 | Female | 2017-02-15 | 21.40 | 58.4 | 1.65 | 139.0 | 86.0 | 35.0 | 52.66 | 2.87 | 5.24 | 4.64 | 0.0 | 1.0 | False | 1.0 | 20.448 | 25.312 | 14.389 | 5.377 | 0.0 | 0.0 | 22.279 | Summer |
| 992 | JHB_DPHRU_053 | 59.0 | Female | 2017-02-03 | 20.78 | 62.2 | 1.73 | 104.0 | 75.0 | 41.5 | 43.69 | 3.07 | 1.31 | 3.47 | 0.0 | 1.0 | False | 1.0 | 20.448 | 25.312 | 14.389 | 5.377 | 0.0 | 0.0 | 22.279 | Summer |
| 993 | JHB_DPHRU_053 | 53.0 | Female | 2017-01-25 | 21.30 | 56.2 | 1.62 | 107.0 | 77.0 | 43.5 | 100.03 | 3.86 | 0.81 | 4.10 | 0.0 | 1.0 | False | 1.0 | 19.739 | 26.904 | 10.187 | 7.700 | 0.0 | 0.0 | 23.600 | Summer |
| 994 | JHB_DPHRU_053 | 59.0 | Female | 2017-03-15 | 26.00 | 80.6 | 1.76 | 139.5 | 88.5 | 54.0 | 57.29 | 5.56 | 1.30 | 4.61 | 0.0 | 1.0 | False | 1.0 | 17.789 | 25.104 | 11.883 | 6.838 | 0.0 | 0.0 | 16.598 | Autumn |
| study_source | Age (at enrolment) | Sex | primary_date | BMI (kg/m²) | weight_kg | height_m | systolic_bp_mmHg | diastolic_bp_mmHg | Albumin (g/dL) | Total protein (g/dL) | total_cholesterol_mg_dL | Triglycerides (mg/dL) | fasting_glucose_mmol_L | cd4_correction_applied | final_comprehensive_fix_applied | waist_circ_unit_correction_applied | sa_biomarker_standards | climate_daily_mean_temp | climate_daily_max_temp | climate_daily_min_temp | climate_temp_anomaly | climate_heat_day_p90 | climate_heat_day_p95 | climate_heat_stress_index | climate_season | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1973 | JHB_DPHRU_053 | 54.0 | Male | 2018-03-20 | 35.84 | 92.9 | 1.61 | 119.0 | 94.5 | 42.0 | 34.92 | 5.83 | 0.91 | 5.05 | 0.0 | 1.0 | False | 1.0 | 19.633 | 25.097 | 14.922 | 6.775 | 0.0 | 0.0 | 21.030 | Autumn |
| 1974 | JHB_DPHRU_053 | 60.0 | Male | 2018-04-24 | 27.86 | 74.6 | 1.64 | 130.0 | 88.5 | 41.5 | 70.45 | 4.61 | 0.73 | 5.65 | 0.0 | 1.0 | False | 1.0 | 14.830 | 19.477 | 10.488 | 4.005 | 0.0 | 0.0 | 13.490 | Autumn |
| 1975 | JHB_DPHRU_053 | 53.0 | Male | 2018-03-01 | 35.00 | 90.5 | 1.61 | NaN | NaN | NaN | 75.51 | NaN | NaN | NaN | 0.0 | 1.0 | False | 1.0 | 19.633 | 25.097 | 14.922 | 6.775 | 0.0 | 0.0 | 21.030 | Autumn |
| 1976 | JHB_DPHRU_053 | 53.0 | Male | 2018-02-23 | 26.79 | 63.2 | 1.54 | 136.5 | 103.5 | 41.0 | 30.48 | 4.37 | 0.78 | 4.68 | 0.0 | 1.0 | False | 1.0 | 18.567 | 23.032 | 15.349 | 3.080 | 0.0 | 0.0 | 19.468 | Summer |
| 1977 | JHB_DPHRU_053 | 54.0 | Male | 2018-02-27 | 39.20 | 106.6 | 1.65 | 117.5 | 82.5 | 41.0 | 27.37 | 3.44 | 0.81 | 6.48 | 0.0 | 1.0 | False | 1.0 | 18.567 | 23.032 | 15.349 | 3.080 | 0.0 | 0.0 | 19.468 | Summer |
| 1978 | JHB_DPHRU_053 | 46.0 | Male | 2017-07-05 | 26.31 | 62.9 | 1.55 | 154.0 | 111.5 | 41.0 | 36.34 | 4.24 | 0.47 | 3.71 | 0.0 | 1.0 | False | 1.0 | 11.215 | 17.385 | 6.626 | 5.917 | 0.0 | 0.0 | 13.476 | Winter |
| 1979 | JHB_DPHRU_053 | 57.0 | Male | 2018-03-07 | 36.79 | 96.0 | 1.62 | 146.5 | 96.0 | 43.0 | 36.19 | 4.41 | 1.55 | 5.11 | 0.0 | 1.0 | False | 1.0 | 19.633 | 25.097 | 14.922 | 6.775 | 0.0 | 0.0 | 21.030 | Autumn |
| 1980 | JHB_DPHRU_053 | 50.0 | Male | 2018-02-15 | 37.20 | 100.9 | 1.65 | 144.5 | 89.5 | NaN | 32.77 | 3.77 | 0.80 | 4.86 | 0.0 | 1.0 | False | 1.0 | 18.567 | 23.032 | 15.349 | 3.080 | 0.0 | 0.0 | 19.468 | Summer |
| 1981 | JHB_DPHRU_053 | 43.0 | Male | 2017-11-23 | 34.99 | 86.1 | 1.57 | 131.5 | 86.5 | 38.5 | 56.35 | 4.56 | 0.50 | 4.26 | 0.0 | 1.0 | False | 1.0 | 13.247 | 20.810 | 4.721 | 1.389 | 0.0 | 0.0 | 16.676 | Spring |
| 1982 | JHB_DPHRU_053 | 56.0 | Male | 2017-05-30 | 33.87 | 84.7 | 1.58 | 160.5 | 99.5 | 41.0 | 35.86 | 6.75 | 1.12 | 5.68 | 0.0 | 1.0 | False | 1.0 | 13.167 | 20.819 | 8.121 | 7.413 | 0.0 | 0.0 | 15.408 | Autumn |